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Assessment of the causal links between energy, technologies, and economic growth in China: An application of wavelet coherence and hybrid quantile causality approaches

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  • Rahman, Zia Ur
  • Chen, Yufeng
  • Ullah, Assad

Abstract

It is undeniable that energy and technology play a vital role in driving the economic growth of a country. This paper's objective is to check the unexplored causal links between electricity generation and GDP growth in China by using a multivariate framework that contains technologies in the production or processing of goods, gross capital formation, labour force, financial sector development, and primary energy consumption as supplementary factors in growth model using the updated data. Applying new advances in time series data analysis, the study used wavelet coherence and hybrid non-parametric quantile causality approaches to analyze whether these factors predict GDP growth. We observed that technologies, capital formation, labor force, energy consumption, financial sector development, and electricity generation propel GDP growth in China. The quantile causality in mean and variance also corroborates that all these factors are causatives of GDP growth across their entire distribution. The Breitung-Candelon Spectral Granger-causality method further sustains the robustness of these results. Our findings provide valuable insight to policymakers to pave the way for these causative factors, mainly promoting electricity projects and adapting new technologies to propel economic growth in China.

Suggested Citation

  • Rahman, Zia Ur & Chen, Yufeng & Ullah, Assad, 2025. "Assessment of the causal links between energy, technologies, and economic growth in China: An application of wavelet coherence and hybrid quantile causality approaches," Applied Energy, Elsevier, vol. 377(PA).
  • Handle: RePEc:eee:appene:v:377:y:2025:i:pa:s030626192401852x
    DOI: 10.1016/j.apenergy.2024.124469
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    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Hamisu S. Ali & Solomon P. Nathaniel & Gizem Uzuner & Festus V. Bekun & Samuel A. Sarkodie, 2020. "Trivariate Modelling of the Nexus between Electricity Consumption, Urbanization and Economic Growth in Nigeria: Fresh Insights from Maki Cointegration and Causality Tests," Research Africa Network Working Papers 20/010, Research Africa Network (RAN).
    3. Osman, Mohamed & Gachino, Geoffrey & Hoque, Ariful, 2016. "Electricity consumption and economic growth in the GCC countries: Panel data analysis," Energy Policy, Elsevier, vol. 98(C), pages 318-327.
    4. Kapetanios, George & Shin, Yongcheol & Snell, Andy, 2003. "Testing for a unit root in the nonlinear STAR framework," Journal of Econometrics, Elsevier, vol. 112(2), pages 359-379, February.
    5. Ramin Khochiani & Younes Nademi, 2020. "Energy consumption, CO2 emissions, and economic growth in the United States, China, and India: A wavelet coherence approach," Energy & Environment, , vol. 31(5), pages 886-902, August.
    6. Zhou, Xiaoxiao & Cai, Ziming & Tan, Kim Hua & Zhang, Linling & Du, Juntao & Song, Malin, 2021. "Technological innovation and structural change for economic development in China as an emerging market," Technological Forecasting and Social Change, Elsevier, vol. 167(C).
    7. Opeoluwa Adeniyi Adeosun & Mosab I. Tabash & Xuan Vinh Vo & Suhaib Anagreh, 2023. "Uncertainty measures and inflation dynamics in selected global players: a wavelet approach," Quality & Quantity: International Journal of Methodology, Springer, vol. 57(4), pages 3389-3424, August.
    8. Faisal Faisal & Turgut Tursoy & Nil Gunsel Resatoglu & Niyazi Berk, 2018. "Electricity consumption, economic growth, urbanisation and trade nexus: empirical evidence from Iceland," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 31(1), pages 664-680, January.
    9. Durusu-Ciftci, Dilek & Ispir, M. Serdar & Yetkiner, Hakan, 2017. "Financial development and economic growth: Some theory and more evidence," Journal of Policy Modeling, Elsevier, vol. 39(2), pages 290-306.
    10. Mehmet Balcilar & Stelios Bekiros & Rangan Gupta, 2017. "The role of news-based uncertainty indices in predicting oil markets: a hybrid nonparametric quantile causality method," Empirical Economics, Springer, vol. 53(3), pages 879-889, November.
    11. Estrada, Gemma & Park, Donghyun & Ramayandi, Arief, 2010. "Financial Development and Economic Growth in Developing Asia," ADB Economics Working Paper Series 233, Asian Development Bank.
    12. Shahbaz, Muhammad & Zakaria, Muhammad & Shahzad, Syed Jawad Hussain & Mahalik, Mantu Kumar, 2018. "The energy consumption and economic growth nexus in top ten energy-consuming countries: Fresh evidence from using the quantile-on-quantile approach," Energy Economics, Elsevier, vol. 71(C), pages 282-301.
    13. Khobai, Hlalefang, 2018. "The causal linkages between renewable electricity generation and economic growth in South Africa," MPRA Paper 86485, University Library of Munich, Germany.
    14. Xu, Guangyue & Yang, Hualiu & Schwarz, Peter, 2022. "A strengthened relationship between electricity and economic growth in China: An empirical study with a structural equation model," Energy, Elsevier, vol. 241(C).
    15. Jeong, Kiho & Härdle, Wolfgang K. & Song, Song, 2012. "A Consistent Nonparametric Test For Causality In Quantile," Econometric Theory, Cambridge University Press, vol. 28(4), pages 861-887, August.
    16. Nishiyama, Yoshihiko & Hitomi, Kohtaro & Kawasaki, Yoshinori & Jeong, Kiho, 2011. "A consistent nonparametric test for nonlinear causality—Specification in time series regression," Journal of Econometrics, Elsevier, vol. 165(1), pages 112-127.
    17. Hlalefang Khobai, 2018. "The causal links between renewable electricity generation and economic growth in South Africa," Working Papers 1821, Department of Economics, Nelson Mandela University.
    18. Peijun Xie & Zili Zhu & Guangyun Hu & Jun Huang, 2023. "Renewable energy and economic growth hypothesis: Evidence from N-11 countries," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 36(1), pages 2121741-212, December.
    19. Amri, Fethi, 2017. "The relationship amongst energy consumption (renewable and non-renewable), and GDP in Algeria," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 62-71.
    20. Sebastian Majewski & Urszula Mentel & Raufhon Salahodjaev & Marek Cierpiał-Wolan, 2022. "Electricity Consumption and Economic Growth: Evidence from South Asian Countries," Energies, MDPI, vol. 15(4), pages 1-10, February.
    21. Husam Rjoub & Jamiu Adetola Odugbesan & Tomiwa Sunday Adebayo & Wing-Keung Wong, 2021. "Investigating the Causal Relationships among Carbon Emissions, Economic Growth, and Life Expectancy in Turkey: Evidence from Time and Frequency Domain Causality Techniques," Sustainability, MDPI, vol. 13(5), pages 1-20, March.
    22. Kahia, Montassar & Ben Aïssa, Mohamed Safouane & Charfeddine, Lanouar, 2016. "Impact of renewable and non-renewable energy consumption on economic growth: New evidence from the MENA Net Oil Exporting Countries (NOECs)," Energy, Elsevier, vol. 116(P1), pages 102-115.
    23. Paul M. Romer, 1994. "The Origins of Endogenous Growth," Journal of Economic Perspectives, American Economic Association, vol. 8(1), pages 3-22, Winter.
    24. Breitung, Jorg & Candelon, Bertrand, 2006. "Testing for short- and long-run causality: A frequency-domain approach," Journal of Econometrics, Elsevier, vol. 132(2), pages 363-378, June.
    25. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    26. Gene M. Grossman & Elhanan Helpman, 1994. "Endogenous Innovation in the Theory of Growth," Journal of Economic Perspectives, American Economic Association, vol. 8(1), pages 23-44, Winter.
    27. Md. Shafiqul Islam, 2021. "Dynamics of energy use, technological innovation, economic growth, and trade openness in Bangladesh," Economics Bulletin, AccessEcon, vol. 41(3), pages 997-1008.
    28. Pradhan, Rudra P. & Arvin, Mak B. & Nair, Mahendhiran & Bennett, Sara E. & Hall, John H., 2018. "The dynamics between energy consumption patterns, financial sector development and economic growth in Financial Action Task Force (FATF) countries," Energy, Elsevier, vol. 159(C), pages 42-53.
    29. Robinson Kruse, 2011. "A new unit root test against ESTAR based on a class of modified statistics," Statistical Papers, Springer, vol. 52(1), pages 71-85, February.
    30. Bekun, Festus Victor, 2024. "Race to carbon neutrality in South Africa: What role does environmental technological innovation play?," Applied Energy, Elsevier, vol. 354(PA).
    31. Chen, Yufeng & Zhang, Shun & Miao, Jiafeng, 2023. "The negative effects of the US-China trade war on innovation: Evidence from the Chinese ICT industry," Technovation, Elsevier, vol. 123(C).
    32. Ahmad, Najid & Du, Liangsheng, 2017. "Effects of energy production and CO2 emissions on economic growth in Iran: ARDL approach," Energy, Elsevier, vol. 123(C), pages 521-537.
    33. Lv, Chengchao & Shao, Changhua & Lee, Chien-Chiang, 2021. "Green technology innovation and financial development: Do environmental regulation and innovation output matter?," Energy Economics, Elsevier, vol. 98(C).
    34. Ur Rahman, Zia & Iqbal Khattak, Shoukat & Ahmad, Manzoor & Khan, Anwar, 2020. "A disaggregated-level analysis of the relationship among energy production, energy consumption and economic growth: Evidence from China," Energy, Elsevier, vol. 194(C).
    35. Maha Mohamed Alsebai Mohamed & Pingfeng Liu & Guihua Nie, 2022. "Causality between Technological Innovation and Economic Growth: Evidence from the Economies of Developing Countries," Sustainability, MDPI, vol. 14(6), pages 1-39, March.
    36. Dogan, Eyup, 2015. "The relationship between economic growth and electricity consumption from renewable and non-renewable sources: A study of Turkey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 534-546.
    37. Chen, Yufeng & Msofe, Zulkifr Abdallah & Wang, Chuwen, 2024. "Asymmetric dynamic spillover and time-frequency connectedness in the oil-stock nexus under COVID-19 shock: Evidence from African oil importers and exporters," Resources Policy, Elsevier, vol. 90(C).
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